A unified view on skewed distributions arising from selections

Parametric families of multivariate nonnormal distributions have received considerable attention in the past few decades. The authors propose a new definition of a selection distribution that encompasses many existing families of multivariate skewed distributions. Their work is motivated by examples that involve various forms of selection mechanisms and lead to skewed distributions. They give the main properties of selection distributions and show how various families of multivariate skewed distributions, such as the skew‐normal and skew‐elliptical distributions, arise as special cases. The authors further introduce several methods of constructing selection distributions based on linear and nonlinear selection mechanisms.

[1]  Gunnar K. Malmquist A study of the stars of spectral type A , 1920 .

[2]  Z. Birnbaum Effect of Linear Truncation on a Multinormal Population , 1950 .

[3]  M. Weinstein Query 2: The Sum of Values from a Normal and a Truncated Normal Distribution , 1964 .

[4]  Query 2: The Sum of Values from a Normal and a Truncated Normal Distribution (Continued) , 1964 .

[5]  C. Roberts A Correlation Model Useful in the Study of Twins , 1966 .

[6]  A. O'Hagan,et al.  Bayes estimation subject to uncertainty about parameter constraints , 1976 .

[7]  J. Heckman Sample selection bias as a specification error , 1979 .

[8]  Calyampudi R. Rao,et al.  Weighted Distributions Arising Out of Methods of Ascertainment. , 1984 .

[9]  A. Azzalini A class of distributions which includes the normal ones , 1985 .

[10]  R. Beaver,et al.  The nontruncated marginal of a truncated bivariate normal distribution , 1993 .

[11]  N. L. Johnson,et al.  Continuous Univariate Distributions. , 1995 .

[12]  A. Azzalini,et al.  The multivariate skew-normal distribution , 1996 .

[13]  M. Steel,et al.  On Bayesian Modelling of Fat Tails and Skewness , 1998 .

[14]  J. Copas,et al.  Inference for Non‐random Samples , 1997 .

[15]  B. Arnold,et al.  Conditional specification of statistical models , 1999 .

[16]  A. Azzalini,et al.  Statistical applications of the multivariate skew normal distribution , 2009, 0911.2093.

[17]  R. Beaver,et al.  The skew-Cauchy distribution , 2000 .

[18]  A. Pewsey Problems of inference for Azzalini's skewnormal distribution , 2000 .

[19]  G. S. Mudholkar,et al.  The epsilon-skew-normal distribution for analyzing near-normal data , 2000 .

[20]  D. Dey,et al.  A General Class of Multivariate Skew-Elliptical Distributions , 2001 .

[21]  B. Arnold,et al.  Conditionally Specified Distributions: An Introduction (with comments and a rejoinder by the authors) , 2001 .

[22]  R. Arellano-Valle,et al.  Definition and probabilistic properties of skew-distributions , 2002 .

[23]  R. Beaver,et al.  Skewed multivariate models related to hidden truncation and/or selective reporting , 2002 .

[24]  M. Genton,et al.  A SKEW-SYMMETRIC REPRESENTATION OF MULTIVARIATE DISTRIBUTIONS , 2002 .

[25]  N. Loperfido Statistical implications of selectively reported inferential results , 2002 .

[26]  A. Azzalini,et al.  Graphical models for skew-normal variates , 2003 .

[27]  A. Azzalini,et al.  Distributions generated by perturbation of symmetry with emphasis on a multivariate skew t‐distribution , 2003, 0911.2342.

[28]  N. Loperfido,et al.  The exact sampling distribution of L-statistics , 2003 .

[29]  S. Sahu,et al.  A new class of multivariate skew distributions with applications to bayesian regression models , 2003 .

[30]  Marc G. Genton,et al.  Skew-elliptical distributions and their applications : a journey beyond normality , 2004 .

[31]  Ming-Hui Chen Skewed Link Models for Categorical Response Data , 2004 .

[32]  Marc G. Genton Skew-Symmetric and Generalized Skew-Elliptical Distributions , 2004 .

[33]  Arjun K. Gupta,et al.  A class of multivariate skew-normal models , 2004 .

[34]  Marc G. Genton,et al.  A note on an equivalence between chi"square and generalized skew"normal distributions , 2004 .

[35]  R. Beaver,et al.  Elliptical Models Subject to Hidden Truncation or Selective Sampling , 2004 .

[36]  Arjun K. Gupta,et al.  The Closed Skew-Normal Distribution , 2004 .

[37]  Arjun K. Gupta,et al.  Additive properties of skew normal random vectors , 2004 .

[38]  M. Genton,et al.  Flexible Class of Skew‐Symmetric Distributions , 2004 .

[39]  Anna Clara Monti,et al.  Inferential Aspects of the Skew Exponential Power Distribution , 2004 .

[40]  Mark F. J. Steel,et al.  Bayesian Multivariate Skewed Regression Modeling with an Application to Firm Size , 2004 .

[41]  F. Quintana,et al.  A New Class of Skew-Normal Distributions , 2004 .

[42]  Reinaldo B. Arellano-Valle and Guido E. del Pino From Symmetric to Asymmetric Distributions: A Unified Approach , 2004 .

[43]  M. Genton,et al.  Generalized skew-elliptical distributions and their quadratic forms , 2005 .

[44]  M. Genton Discussion of ‘‘The Skew‐normal’’ , 2005 .

[45]  M. Genton,et al.  On fundamental skew distributions , 2005 .

[46]  A. Azzalini The Skew‐normal Distribution and Related Multivariate Families * , 2005 .

[47]  F. Quintana,et al.  Statistical inference for a general class of asymmetric distributions , 2005 .

[48]  A. Tsiatis,et al.  Locally Efficient Semiparametric Estimators for Generalized Skew-Elliptical Distributions , 2005 .

[49]  B. Liseo,et al.  A note on reference priors for the scalar skew-normal distribution , 2006 .

[50]  H. Bolfarine,et al.  A skew item response model , 2006 .

[51]  M. Genton,et al.  The multivariate skew-slash distribution , 2006 .

[52]  R. Arellano-Valle,et al.  On the Unification of Families of Skew‐normal Distributions , 2006 .

[53]  N. Sartori Bias prevention of maximum likelihood estimates for scalar skew normal and skew t distributions , 2006 .

[54]  Arthur Pewsey Some Observations on a Simple Means of Generating Skew Distributions , 2006 .

[55]  M. Genton,et al.  On the exact distribution of linear combinations of order statistics from dependent random variables , 2007 .

[56]  Yanyuan Ma,et al.  Constrained local likelihood estimators for semiparametric skew-normal distributions , 2007 .

[57]  Marc G. Genton,et al.  On the exact distribution of the maximum of absolutely continuous dependent random variables , 2008 .